Allterraincols

## [1] "Alluviale Ablagerung_vs_Anthropogen"

## [1] "Prediction error at end is:  0.284210526315789"
## [2] "Prediction error at end is:  0.221052631578947"
## [3] "Prediction error at end is:  0.210526315789474"
## [4] "Prediction error at end is:  0.221052631578947"
## [5] "Prediction error at end is:  0.221052631578947"
##                       k 1                     k 2                     k 3
## 1       Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2       Maximum_Height_hr       Normalized_Height            Slope_Height
## 3     Standardized_Height       Maximum_Height_hr             ValleyDepth
## 4 Relative_Slope_Position             ValleyDepth      StandardizedHeight
## 5            Slope_Height         Slope_Height_hr       Maximum_Height_hr
##                       k 4                     k 5
## 1       Normalized_Height       Normalized_Height
## 2            Slope_Height Relative_Slope_Position
## 3       Mid_Slope_Positon       Maximum_Height_hr
## 4         Slope_Height_hr       Mid_Slope_Positon
## 5 Relative_Slope_Position             ValleyDepth

## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"

## [1] "Prediction error at end is:  0.0472334682860999"
## [2] "Prediction error at end is:  0.0105263157894737"
## [3] "Prediction error at end is:  0.0105263157894737"
## [4] "Prediction error at end is:  0.0156545209176788"
## [5] "Prediction error at end is:  0.0105263157894737"
##                       k 1                                  k 2
## 1            Slope_Height                         Slope_Height
## 2       Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position                          ValleyDepth
## 4     Standardized_Height                    Mid_Slope_Positon
## 5             SlopeHeight                    Normalized_Height
##                 k 3                     k 4                     k 5
## 1       ValleyDepth            Slope_Height            Slope_Height
## 2       SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3   Valley_Depth_hr       Normalized_Height       Normalized_Height
## 4   Slope_Height_hr  Standardized_Height_hr             SlopeHeight
## 5 Normalized_Height       Mid_Slope_Positon  Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Blockschutt"

## [1] "Prediction error at end is:  0.0782726045883941"
## [2] "Prediction error at end is:  0.0682860998650472"
## [3] "Prediction error at end is:  0.0681511470985155"
## [4] "Prediction error at end is:  0.0630229419703104"
## [5] "Prediction error at end is:  0.0473684210526316"
##                                    k 1
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                   StandardizedHeight
## 4                          SlopeHeight
## 5                         Slope_Height
##                                    k 2
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                    Maximum_Height_hr
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 3                 k 4
## 1 Vertical_Distance_to_Channel_Network   Maximum_Height_hr
## 2                      Valley_Depth_hr         SlopeHeight
## 3                    Mid_Slope_Positon     Valley_Depth_hr
## 4                  MidSlope_Positon_hr     Slope_Height_hr
## 5                          ValleyDepth MidSlope_Positon_hr
##                       k 5
## 1       Maximum_Height_hr
## 2             ValleyDepth
## 3 Relative_Slope_Position
## 4             SlopeHeight
## 5         Valley_Depth_hr

## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"

## [1] "Prediction error at end is:  0.223328591749644"
## [2] "Prediction error at end is:  0.153911806543385"
## [3] "Prediction error at end is:  0.14850640113798" 
## [4] "Prediction error at end is:  0.143385490753912"
## [5] "Prediction error at end is:  0.14850640113798" 
##                                    k 1
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                   StandardizedHeight
## 4                    Maximum_Height_hr
## 5                    Normalized_Height
##                                    k 2                     k 3
## 1 Vertical_Distance_to_Channel_Network     Standardized_Height
## 2                    Normalized_Height Relative_Slope_Position
## 3                          ValleyDepth       Normalized_Height
## 4                         Slope_Height       Maximum_Height_hr
## 5                 Normalized_Height_hr      StandardizedHeight
##                                    k 4
## 1 Vertical_Distance_to_Channel_Network
## 2                         Slope_Height
## 3                          ValleyDepth
## 4                    Maximum_Height_hr
## 5              Relative_Slope_Position
##                                    k 5
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5                  MidSlope_Positon_hr

## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.183265856950067" 
## [2] "Prediction error at end is:  0.11497975708502"  
## [3] "Prediction error at end is:  0.0834008097165992"
## [4] "Prediction error at end is:  0.0728744939271255"
## [5] "Prediction error at end is:  0.088663967611336" 
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2             ValleyDepth Vertical_Distance_to_Channel_Network
## 3  Standardized_Height_hr                          ValleyDepth
## 4 Relative_Slope_Position                    Normalized_Height
## 5         Valley_Depth_hr                 Normalized_Height_hr
##                       k 3                     k 4
## 1 Relative_Slope_Position       Maximum_Height_hr
## 2            Slope_Height       Normalized_Height
## 3       Maximum_Height_hr       Mid_Slope_Positon
## 4       Normalized_Height  Standardized_Height_hr
## 5     Standardized_Height Relative_Slope_Position
##                                    k 5
## 1 Vertical_Distance_to_Channel_Network
## 2                    Maximum_Height_hr
## 3                    Normalized_Height
## 4                          ValleyDepth
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.282860998650472"
## [2] "Prediction error at end is:  0.235762483130904"
## [3] "Prediction error at end is:  0.199055330634278"
## [4] "Prediction error at end is:  0.188529014844804"
## [5] "Prediction error at end is:  0.178137651821862"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2              Relative_Slope_Position Relative_Slope_Position
## 3                      Valley_Depth_hr      StandardizedHeight
## 4                          ValleyDepth         Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network             ValleyDepth
##                                    k 3
## 1                    Maximum_Height_hr
## 2                    Mid_Slope_Positon
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5                      Slope_Height_hr
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2                      Valley_Depth_hr Relative_Slope_Position
## 3              Relative_Slope_Position         Valley_Depth_hr
## 4                         Slope_Height             ValleyDepth
## 5 Vertical_Distance_to_Channel_Network     Standardized_Height

## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 2
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 3
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"

## [1] "Prediction error at end is:  0.20391363022942"  
## [2] "Prediction error at end is:  0.130634278002699" 
## [3] "Prediction error at end is:  0.109851551956815" 
## [4] "Prediction error at end is:  0.115114709851552" 
## [5] "Prediction error at end is:  0.0940620782726046"
##                       k 1                                  k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height                    Maximum_Height_hr
## 3      StandardizedHeight                   StandardizedHeight
## 4             ValleyDepth                          ValleyDepth
## 5  Standardized_Height_hr                         Slope_Height
##                       k 3                                  k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height              Relative_Slope_Position
## 3       Maximum_Height_hr                  MidSlope_Positon_hr
## 4      StandardizedHeight                  Standardized_Height
## 5       Mid_Slope_Positon                          ValleyDepth
##                       k 5
## 1       Maximum_Height_hr
## 2 Relative_Slope_Position
## 3      StandardizedHeight
## 4     MidSlope_Positon_hr
## 5         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.162618083670715" 
## [2] "Prediction error at end is:  0.0995951417004049"
## [3] "Prediction error at end is:  0.0838056680161943"
## [4] "Prediction error at end is:  0.0890688259109312"
## [5] "Prediction error at end is:  0.0786774628879892"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr     Standardized_Height
## 2               Standardized_Height_hr Relative_Slope_Position
## 3                      Valley_Depth_hr  Standardized_Height_hr
## 4                         Slope_Height    Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network        NormalizedHeight
##                       k 3                     k 4                     k 5
## 1       Maximum_Height_hr Relative_Slope_Position       Maximum_Height_hr
## 2 Relative_Slope_Position       Maximum_Height_hr Relative_Slope_Position
## 3  Standardized_Height_hr        NormalizedHeight     Standardized_Height
## 4       Mid_Slope_Positon       Mid_Slope_Positon  Standardized_Height_hr
## 5       Normalized_Height     Standardized_Height         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Hangschutt"

## [1] "Prediction error at end is:  0.135627530364372" 
## [2] "Prediction error at end is:  0.0882591093117409"
## [3] "Prediction error at end is:  0.0674763832658569"
## [4] "Prediction error at end is:  0.0726045883940621"
## [5] "Prediction error at end is:  0.0726045883940621"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2         Slope_Height_hr         Valley_Depth_hr             ValleyDepth
## 3         Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth  Standardized_Height_hr      StandardizedHeight
## 5 Relative_Slope_Position             ValleyDepth     MidSlope_Positon_hr
##                       k 4                     k 5
## 1       Maximum_Height_hr       Maximum_Height_hr
## 2         Valley_Depth_hr         Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth       Mid_Slope_Positon
## 5         Slope_Height_hr         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                   StandardizedHeight
## 5               Standardized_Height_hr
##                                    k 2                     k 3
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3              Relative_Slope_Position      StandardizedHeight
## 4                   StandardizedHeight             SlopeHeight
## 5                         Slope_Height         Slope_Height_hr
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                         Slope_Height
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                  Standardized_Height
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_Kolluvium"

## [1] "Prediction error at end is:  0.28110661268556" 
## [2] "Prediction error at end is:  0.171929824561404"
## [3] "Prediction error at end is:  0.208771929824561"
## [4] "Prediction error at end is:  0.198110661268556"
## [5] "Prediction error at end is:  0.197705802968961"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3             SlopeHeight             SlopeHeight             SlopeHeight
## 4         Slope_Height_hr        NormalizedHeight         Slope_Height_hr
## 5      StandardizedHeight         Valley_Depth_hr     MidSlope_Positon_hr
##                       k 4                                  k 5
## 1 Relative_Slope_Position                    Maximum_Height_hr
## 2       Maximum_Height_hr                          SlopeHeight
## 3             ValleyDepth Vertical_Distance_to_Channel_Network
## 4      StandardizedHeight                   StandardizedHeight
## 5        NormalizedHeight                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"

## [1] "Prediction error at end is:  0.240620782726046" 
## [2] "Prediction error at end is:  0.120512820512821" 
## [3] "Prediction error at end is:  0.0784075573549258"
## [4] "Prediction error at end is:  0.0732793522267206"
## [5] "Prediction error at end is:  0.0838056680161943"
##                       k 1                                  k 2
## 1 Relative_Slope_Position                    Normalized_Height
## 2       Normalized_Height              Relative_Slope_Position
## 3             ValleyDepth                    Maximum_Height_hr
## 4       Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5            Slope_Height                      Valley_Depth_hr
##                                    k 3
## 1                    Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5               Standardized_Height_hr
##                                    k 4
## 1                  Standardized_Height
## 2                    Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 5
## 1              Relative_Slope_Position
## 2                    Mid_Slope_Positon
## 3                    Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5               Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Moorablagerung"

## [1] "Prediction error at end is:  0.371428571428571"
## [2] "Prediction error at end is:  0.24"             
## [3] "Prediction error at end is:  0.171428571428571"
## [4] "Prediction error at end is:  0.16"             
## [5] "Prediction error at end is:  0.182857142857143"
##                      k 1                                  k 2
## 1    Standardized_Height                     NormalizedHeight
## 2 Standardized_Height_hr                         Slope_Height
## 3      Normalized_Height                      Valley_Depth_hr
## 4     StandardizedHeight                    Maximum_Height_hr
## 5      Maximum_Height_hr Vertical_Distance_to_Channel_Network
##                    k 3                 k 4                     k 5
## 1    Maximum_Height_hr   Normalized_Height Relative_Slope_Position
## 2    Normalized_Height   Maximum_Height_hr  Standardized_Height_hr
## 3 Normalized_Height_hr        Slope_Height       Mid_Slope_Positon
## 4    Mid_Slope_Positon MidSlope_Positon_hr            Slope_Height
## 5  MidSlope_Positon_hr     Valley_Depth_hr     Standardized_Height

## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.0728744939271255"
## [2] "Prediction error at end is:  0.0624831309041835"
## [3] "Prediction error at end is:  0.0572199730094467"
## [4] "Prediction error at end is:  0.0572199730094467"
## [5] "Prediction error at end is:  0.0624831309041835"
##                       k 1                     k 2                    k 3
## 1       Maximum_Height_hr       Maximum_Height_hr      Maximum_Height_hr
## 2             SlopeHeight            Slope_Height           Slope_Height
## 3 Relative_Slope_Position             ValleyDepth        Slope_Height_hr
## 4             ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5         Valley_Depth_hr        NormalizedHeight      Normalized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2                  Standardized_Height
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5              Relative_Slope_Position
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3                         Slope_Height
## 4                          ValleyDepth
## 5 Vertical_Distance_to_Channel_Network

## [1] "Alluviale Ablagerung_vs_Rutschmasse"

## [1] "Prediction error at end is:  0.236167341430499" 
## [2] "Prediction error at end is:  0.120647773279352" 
## [3] "Prediction error at end is:  0.11025641025641"  
## [4] "Prediction error at end is:  0.125910931174089" 
## [5] "Prediction error at end is:  0.0944669365721997"
##                   k 1                     k 2                     k 3
## 1   Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Standardized_Height     Standardized_Height     Standardized_Height
## 3     Slope_Height_hr             ValleyDepth  Standardized_Height_hr
## 4  StandardizedHeight         Valley_Depth_hr Relative_Slope_Position
## 5         ValleyDepth Relative_Slope_Position             ValleyDepth
##                       k 4                 k 5
## 1 Relative_Slope_Position   Maximum_Height_hr
## 2       Maximum_Height_hr         ValleyDepth
## 3             ValleyDepth     Slope_Height_hr
## 4  Standardized_Height_hr MidSlope_Positon_hr
## 5             SlopeHeight    NormalizedHeight

## [1] "Alluviale Ablagerung_vs_See"

## [1] "Prediction error at end is:  0"                  
## [2] "Prediction error at end is:  0"                  
## [3] "Prediction error at end is:  0"                  
## [4] "Prediction error at end is:  0"                  
## [5] "Prediction error at end is:  0.00526315789473684"
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2      StandardizedHeight                    Normalized_Height
## 3       Normalized_Height Vertical_Distance_to_Channel_Network
## 4     Standardized_Height              Relative_Slope_Position
## 5 Relative_Slope_Position                     NormalizedHeight
##                                    k 3                 k 4
## 1                    Maximum_Height_hr   Maximum_Height_hr
## 2                    Normalized_Height Standardized_Height
## 3                   StandardizedHeight  StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network    NormalizedHeight
## 5              Relative_Slope_Position     Slope_Height_hr
##                  k 5
## 1  Maximum_Height_hr
## 2  Normalized_Height
## 3 StandardizedHeight
## 4       Slope_Height
## 5   NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"

## [1] "Prediction error at end is:  0.110121457489879" 
## [2] "Prediction error at end is:  0.0887989203778677"
## [3] "Prediction error at end is:  0.0680161943319838"
## [4] "Prediction error at end is:  0.0680161943319838"
## [5] "Prediction error at end is:  0.062753036437247" 
##                    k 1                     k 2                  k 3
## 1    Maximum_Height_hr       Maximum_Height_hr    Normalized_Height
## 2   StandardizedHeight            Slope_Height    Maximum_Height_hr
## 3      Valley_Depth_hr             ValleyDepth         Slope_Height
## 4          ValleyDepth         Slope_Height_hr          ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
##                      k 4                    k 5
## 1      Maximum_Height_hr      Maximum_Height_hr
## 2            ValleyDepth        Valley_Depth_hr
## 3        Valley_Depth_hr            ValleyDepth
## 4    MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr       NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3  Standardized_Height_hr  Standardized_Height_hr  Standardized_Height_hr
## 4      StandardizedHeight      StandardizedHeight     Standardized_Height
## 5            Slope_Height       Normalized_Height      StandardizedHeight
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3               Standardized_Height_hr  Standardized_Height_hr
## 4                   StandardizedHeight      StandardizedHeight
## 5                    Mid_Slope_Positon       Normalized_Height

Local terrain

## [1] "Alluviale Ablagerung_vs_Anthropogen"

## [1] "Prediction error at end is:  0.284210526315789"
## [2] "Prediction error at end is:  0.221052631578947"
## [3] "Prediction error at end is:  0.210526315789474"
## [4] "Prediction error at end is:  0.221052631578947"
## [5] "Prediction error at end is:  0.221052631578947"
##                       k 1                     k 2                     k 3
## 1       Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2       Maximum_Height_hr       Normalized_Height            Slope_Height
## 3     Standardized_Height       Maximum_Height_hr             ValleyDepth
## 4 Relative_Slope_Position             ValleyDepth      StandardizedHeight
## 5            Slope_Height         Slope_Height_hr       Maximum_Height_hr
##                       k 4                     k 5
## 1       Normalized_Height       Normalized_Height
## 2            Slope_Height Relative_Slope_Position
## 3       Mid_Slope_Positon       Maximum_Height_hr
## 4         Slope_Height_hr       Mid_Slope_Positon
## 5 Relative_Slope_Position             ValleyDepth

## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"

## [1] "Prediction error at end is:  0.0472334682860999"
## [2] "Prediction error at end is:  0.0105263157894737"
## [3] "Prediction error at end is:  0.0105263157894737"
## [4] "Prediction error at end is:  0.0156545209176788"
## [5] "Prediction error at end is:  0.0105263157894737"
##                       k 1                                  k 2
## 1            Slope_Height                         Slope_Height
## 2       Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position                          ValleyDepth
## 4     Standardized_Height                    Mid_Slope_Positon
## 5             SlopeHeight                    Normalized_Height
##                 k 3                     k 4                     k 5
## 1       ValleyDepth            Slope_Height            Slope_Height
## 2       SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3   Valley_Depth_hr       Normalized_Height       Normalized_Height
## 4   Slope_Height_hr  Standardized_Height_hr             SlopeHeight
## 5 Normalized_Height       Mid_Slope_Positon  Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Blockschutt"

## [1] "Prediction error at end is:  0.0782726045883941"
## [2] "Prediction error at end is:  0.0682860998650472"
## [3] "Prediction error at end is:  0.0681511470985155"
## [4] "Prediction error at end is:  0.0630229419703104"
## [5] "Prediction error at end is:  0.0473684210526316"
##                                    k 1
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                   StandardizedHeight
## 4                          SlopeHeight
## 5                         Slope_Height
##                                    k 2
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                    Maximum_Height_hr
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 3                 k 4
## 1 Vertical_Distance_to_Channel_Network   Maximum_Height_hr
## 2                      Valley_Depth_hr         SlopeHeight
## 3                    Mid_Slope_Positon     Valley_Depth_hr
## 4                  MidSlope_Positon_hr     Slope_Height_hr
## 5                          ValleyDepth MidSlope_Positon_hr
##                       k 5
## 1       Maximum_Height_hr
## 2             ValleyDepth
## 3 Relative_Slope_Position
## 4             SlopeHeight
## 5         Valley_Depth_hr

## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"

## [1] "Prediction error at end is:  0.223328591749644"
## [2] "Prediction error at end is:  0.153911806543385"
## [3] "Prediction error at end is:  0.14850640113798" 
## [4] "Prediction error at end is:  0.143385490753912"
## [5] "Prediction error at end is:  0.14850640113798" 
##                                    k 1
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                   StandardizedHeight
## 4                    Maximum_Height_hr
## 5                    Normalized_Height
##                                    k 2                     k 3
## 1 Vertical_Distance_to_Channel_Network     Standardized_Height
## 2                    Normalized_Height Relative_Slope_Position
## 3                          ValleyDepth       Normalized_Height
## 4                         Slope_Height       Maximum_Height_hr
## 5                 Normalized_Height_hr      StandardizedHeight
##                                    k 4
## 1 Vertical_Distance_to_Channel_Network
## 2                         Slope_Height
## 3                          ValleyDepth
## 4                    Maximum_Height_hr
## 5              Relative_Slope_Position
##                                    k 5
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5                  MidSlope_Positon_hr

## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.183265856950067" 
## [2] "Prediction error at end is:  0.11497975708502"  
## [3] "Prediction error at end is:  0.0834008097165992"
## [4] "Prediction error at end is:  0.0728744939271255"
## [5] "Prediction error at end is:  0.088663967611336" 
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2             ValleyDepth Vertical_Distance_to_Channel_Network
## 3  Standardized_Height_hr                          ValleyDepth
## 4 Relative_Slope_Position                    Normalized_Height
## 5         Valley_Depth_hr                 Normalized_Height_hr
##                       k 3                     k 4
## 1 Relative_Slope_Position       Maximum_Height_hr
## 2            Slope_Height       Normalized_Height
## 3       Maximum_Height_hr       Mid_Slope_Positon
## 4       Normalized_Height  Standardized_Height_hr
## 5     Standardized_Height Relative_Slope_Position
##                                    k 5
## 1 Vertical_Distance_to_Channel_Network
## 2                    Maximum_Height_hr
## 3                    Normalized_Height
## 4                          ValleyDepth
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.282860998650472"
## [2] "Prediction error at end is:  0.235762483130904"
## [3] "Prediction error at end is:  0.199055330634278"
## [4] "Prediction error at end is:  0.188529014844804"
## [5] "Prediction error at end is:  0.178137651821862"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2              Relative_Slope_Position Relative_Slope_Position
## 3                      Valley_Depth_hr      StandardizedHeight
## 4                          ValleyDepth         Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network             ValleyDepth
##                                    k 3
## 1                    Maximum_Height_hr
## 2                    Mid_Slope_Positon
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5                      Slope_Height_hr
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2                      Valley_Depth_hr Relative_Slope_Position
## 3              Relative_Slope_Position         Valley_Depth_hr
## 4                         Slope_Height             ValleyDepth
## 5 Vertical_Distance_to_Channel_Network     Standardized_Height

## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 2
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 3
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"

## [1] "Prediction error at end is:  0.20391363022942"  
## [2] "Prediction error at end is:  0.130634278002699" 
## [3] "Prediction error at end is:  0.109851551956815" 
## [4] "Prediction error at end is:  0.115114709851552" 
## [5] "Prediction error at end is:  0.0940620782726046"
##                       k 1                                  k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height                    Maximum_Height_hr
## 3      StandardizedHeight                   StandardizedHeight
## 4             ValleyDepth                          ValleyDepth
## 5  Standardized_Height_hr                         Slope_Height
##                       k 3                                  k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height              Relative_Slope_Position
## 3       Maximum_Height_hr                  MidSlope_Positon_hr
## 4      StandardizedHeight                  Standardized_Height
## 5       Mid_Slope_Positon                          ValleyDepth
##                       k 5
## 1       Maximum_Height_hr
## 2 Relative_Slope_Position
## 3      StandardizedHeight
## 4     MidSlope_Positon_hr
## 5         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.162618083670715" 
## [2] "Prediction error at end is:  0.0995951417004049"
## [3] "Prediction error at end is:  0.0838056680161943"
## [4] "Prediction error at end is:  0.0890688259109312"
## [5] "Prediction error at end is:  0.0786774628879892"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr     Standardized_Height
## 2               Standardized_Height_hr Relative_Slope_Position
## 3                      Valley_Depth_hr  Standardized_Height_hr
## 4                         Slope_Height    Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network        NormalizedHeight
##                       k 3                     k 4                     k 5
## 1       Maximum_Height_hr Relative_Slope_Position       Maximum_Height_hr
## 2 Relative_Slope_Position       Maximum_Height_hr Relative_Slope_Position
## 3  Standardized_Height_hr        NormalizedHeight     Standardized_Height
## 4       Mid_Slope_Positon       Mid_Slope_Positon  Standardized_Height_hr
## 5       Normalized_Height     Standardized_Height         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Hangschutt"

## [1] "Prediction error at end is:  0.135627530364372" 
## [2] "Prediction error at end is:  0.0882591093117409"
## [3] "Prediction error at end is:  0.0674763832658569"
## [4] "Prediction error at end is:  0.0726045883940621"
## [5] "Prediction error at end is:  0.0726045883940621"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2         Slope_Height_hr         Valley_Depth_hr             ValleyDepth
## 3         Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth  Standardized_Height_hr      StandardizedHeight
## 5 Relative_Slope_Position             ValleyDepth     MidSlope_Positon_hr
##                       k 4                     k 5
## 1       Maximum_Height_hr       Maximum_Height_hr
## 2         Valley_Depth_hr         Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth       Mid_Slope_Positon
## 5         Slope_Height_hr         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                   StandardizedHeight
## 5               Standardized_Height_hr
##                                    k 2                     k 3
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3              Relative_Slope_Position      StandardizedHeight
## 4                   StandardizedHeight             SlopeHeight
## 5                         Slope_Height         Slope_Height_hr
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                         Slope_Height
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                  Standardized_Height
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_Kolluvium"

## [1] "Prediction error at end is:  0.28110661268556" 
## [2] "Prediction error at end is:  0.171929824561404"
## [3] "Prediction error at end is:  0.208771929824561"
## [4] "Prediction error at end is:  0.198110661268556"
## [5] "Prediction error at end is:  0.197705802968961"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3             SlopeHeight             SlopeHeight             SlopeHeight
## 4         Slope_Height_hr        NormalizedHeight         Slope_Height_hr
## 5      StandardizedHeight         Valley_Depth_hr     MidSlope_Positon_hr
##                       k 4                                  k 5
## 1 Relative_Slope_Position                    Maximum_Height_hr
## 2       Maximum_Height_hr                          SlopeHeight
## 3             ValleyDepth Vertical_Distance_to_Channel_Network
## 4      StandardizedHeight                   StandardizedHeight
## 5        NormalizedHeight                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"

## [1] "Prediction error at end is:  0.240620782726046" 
## [2] "Prediction error at end is:  0.120512820512821" 
## [3] "Prediction error at end is:  0.0784075573549258"
## [4] "Prediction error at end is:  0.0732793522267206"
## [5] "Prediction error at end is:  0.0838056680161943"
##                       k 1                                  k 2
## 1 Relative_Slope_Position                    Normalized_Height
## 2       Normalized_Height              Relative_Slope_Position
## 3             ValleyDepth                    Maximum_Height_hr
## 4       Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5            Slope_Height                      Valley_Depth_hr
##                                    k 3
## 1                    Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5               Standardized_Height_hr
##                                    k 4
## 1                  Standardized_Height
## 2                    Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 5
## 1              Relative_Slope_Position
## 2                    Mid_Slope_Positon
## 3                    Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5               Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Moorablagerung"

## [1] "Prediction error at end is:  0.371428571428571"
## [2] "Prediction error at end is:  0.24"             
## [3] "Prediction error at end is:  0.171428571428571"
## [4] "Prediction error at end is:  0.16"             
## [5] "Prediction error at end is:  0.182857142857143"
##                      k 1                                  k 2
## 1    Standardized_Height                     NormalizedHeight
## 2 Standardized_Height_hr                         Slope_Height
## 3      Normalized_Height                      Valley_Depth_hr
## 4     StandardizedHeight                    Maximum_Height_hr
## 5      Maximum_Height_hr Vertical_Distance_to_Channel_Network
##                    k 3                 k 4                     k 5
## 1    Maximum_Height_hr   Normalized_Height Relative_Slope_Position
## 2    Normalized_Height   Maximum_Height_hr  Standardized_Height_hr
## 3 Normalized_Height_hr        Slope_Height       Mid_Slope_Positon
## 4    Mid_Slope_Positon MidSlope_Positon_hr            Slope_Height
## 5  MidSlope_Positon_hr     Valley_Depth_hr     Standardized_Height

## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.0728744939271255"
## [2] "Prediction error at end is:  0.0624831309041835"
## [3] "Prediction error at end is:  0.0572199730094467"
## [4] "Prediction error at end is:  0.0572199730094467"
## [5] "Prediction error at end is:  0.0624831309041835"
##                       k 1                     k 2                    k 3
## 1       Maximum_Height_hr       Maximum_Height_hr      Maximum_Height_hr
## 2             SlopeHeight            Slope_Height           Slope_Height
## 3 Relative_Slope_Position             ValleyDepth        Slope_Height_hr
## 4             ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5         Valley_Depth_hr        NormalizedHeight      Normalized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2                  Standardized_Height
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5              Relative_Slope_Position
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3                         Slope_Height
## 4                          ValleyDepth
## 5 Vertical_Distance_to_Channel_Network

## [1] "Alluviale Ablagerung_vs_Rutschmasse"

## [1] "Prediction error at end is:  0.236167341430499" 
## [2] "Prediction error at end is:  0.120647773279352" 
## [3] "Prediction error at end is:  0.11025641025641"  
## [4] "Prediction error at end is:  0.125910931174089" 
## [5] "Prediction error at end is:  0.0944669365721997"
##                   k 1                     k 2                     k 3
## 1   Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Standardized_Height     Standardized_Height     Standardized_Height
## 3     Slope_Height_hr             ValleyDepth  Standardized_Height_hr
## 4  StandardizedHeight         Valley_Depth_hr Relative_Slope_Position
## 5         ValleyDepth Relative_Slope_Position             ValleyDepth
##                       k 4                 k 5
## 1 Relative_Slope_Position   Maximum_Height_hr
## 2       Maximum_Height_hr         ValleyDepth
## 3             ValleyDepth     Slope_Height_hr
## 4  Standardized_Height_hr MidSlope_Positon_hr
## 5             SlopeHeight    NormalizedHeight

## [1] "Alluviale Ablagerung_vs_See"

## [1] "Prediction error at end is:  0"                  
## [2] "Prediction error at end is:  0"                  
## [3] "Prediction error at end is:  0"                  
## [4] "Prediction error at end is:  0"                  
## [5] "Prediction error at end is:  0.00526315789473684"
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2      StandardizedHeight                    Normalized_Height
## 3       Normalized_Height Vertical_Distance_to_Channel_Network
## 4     Standardized_Height              Relative_Slope_Position
## 5 Relative_Slope_Position                     NormalizedHeight
##                                    k 3                 k 4
## 1                    Maximum_Height_hr   Maximum_Height_hr
## 2                    Normalized_Height Standardized_Height
## 3                   StandardizedHeight  StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network    NormalizedHeight
## 5              Relative_Slope_Position     Slope_Height_hr
##                  k 5
## 1  Maximum_Height_hr
## 2  Normalized_Height
## 3 StandardizedHeight
## 4       Slope_Height
## 5   NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"

## [1] "Prediction error at end is:  0.110121457489879" 
## [2] "Prediction error at end is:  0.0887989203778677"
## [3] "Prediction error at end is:  0.0680161943319838"
## [4] "Prediction error at end is:  0.0680161943319838"
## [5] "Prediction error at end is:  0.062753036437247" 
##                    k 1                     k 2                  k 3
## 1    Maximum_Height_hr       Maximum_Height_hr    Normalized_Height
## 2   StandardizedHeight            Slope_Height    Maximum_Height_hr
## 3      Valley_Depth_hr             ValleyDepth         Slope_Height
## 4          ValleyDepth         Slope_Height_hr          ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
##                      k 4                    k 5
## 1      Maximum_Height_hr      Maximum_Height_hr
## 2            ValleyDepth        Valley_Depth_hr
## 3        Valley_Depth_hr            ValleyDepth
## 4    MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr       NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3  Standardized_Height_hr  Standardized_Height_hr  Standardized_Height_hr
## 4      StandardizedHeight      StandardizedHeight     Standardized_Height
## 5            Slope_Height       Normalized_Height      StandardizedHeight
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3               Standardized_Height_hr  Standardized_Height_hr
## 4                   StandardizedHeight      StandardizedHeight
## 5                    Mid_Slope_Positon       Normalized_Height

Regional terrain

## [1] "Alluviale Ablagerung_vs_Anthropogen"

## [1] "Prediction error at end is:  0.284210526315789"
## [2] "Prediction error at end is:  0.221052631578947"
## [3] "Prediction error at end is:  0.210526315789474"
## [4] "Prediction error at end is:  0.221052631578947"
## [5] "Prediction error at end is:  0.221052631578947"
##                       k 1                     k 2                     k 3
## 1       Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2       Maximum_Height_hr       Normalized_Height            Slope_Height
## 3     Standardized_Height       Maximum_Height_hr             ValleyDepth
## 4 Relative_Slope_Position             ValleyDepth      StandardizedHeight
## 5            Slope_Height         Slope_Height_hr       Maximum_Height_hr
##                       k 4                     k 5
## 1       Normalized_Height       Normalized_Height
## 2            Slope_Height Relative_Slope_Position
## 3       Mid_Slope_Positon       Maximum_Height_hr
## 4         Slope_Height_hr       Mid_Slope_Positon
## 5 Relative_Slope_Position             ValleyDepth

## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"

## [1] "Prediction error at end is:  0.0472334682860999"
## [2] "Prediction error at end is:  0.0105263157894737"
## [3] "Prediction error at end is:  0.0105263157894737"
## [4] "Prediction error at end is:  0.0156545209176788"
## [5] "Prediction error at end is:  0.0105263157894737"
##                       k 1                                  k 2
## 1            Slope_Height                         Slope_Height
## 2       Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position                          ValleyDepth
## 4     Standardized_Height                    Mid_Slope_Positon
## 5             SlopeHeight                    Normalized_Height
##                 k 3                     k 4                     k 5
## 1       ValleyDepth            Slope_Height            Slope_Height
## 2       SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3   Valley_Depth_hr       Normalized_Height       Normalized_Height
## 4   Slope_Height_hr  Standardized_Height_hr             SlopeHeight
## 5 Normalized_Height       Mid_Slope_Positon  Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Blockschutt"

## [1] "Prediction error at end is:  0.0782726045883941"
## [2] "Prediction error at end is:  0.0682860998650472"
## [3] "Prediction error at end is:  0.0681511470985155"
## [4] "Prediction error at end is:  0.0630229419703104"
## [5] "Prediction error at end is:  0.0473684210526316"
##                                    k 1
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                   StandardizedHeight
## 4                          SlopeHeight
## 5                         Slope_Height
##                                    k 2
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                    Maximum_Height_hr
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 3                 k 4
## 1 Vertical_Distance_to_Channel_Network   Maximum_Height_hr
## 2                      Valley_Depth_hr         SlopeHeight
## 3                    Mid_Slope_Positon     Valley_Depth_hr
## 4                  MidSlope_Positon_hr     Slope_Height_hr
## 5                          ValleyDepth MidSlope_Positon_hr
##                       k 5
## 1       Maximum_Height_hr
## 2             ValleyDepth
## 3 Relative_Slope_Position
## 4             SlopeHeight
## 5         Valley_Depth_hr

## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"

## [1] "Prediction error at end is:  0.223328591749644"
## [2] "Prediction error at end is:  0.153911806543385"
## [3] "Prediction error at end is:  0.14850640113798" 
## [4] "Prediction error at end is:  0.143385490753912"
## [5] "Prediction error at end is:  0.14850640113798" 
##                                    k 1
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                   StandardizedHeight
## 4                    Maximum_Height_hr
## 5                    Normalized_Height
##                                    k 2                     k 3
## 1 Vertical_Distance_to_Channel_Network     Standardized_Height
## 2                    Normalized_Height Relative_Slope_Position
## 3                          ValleyDepth       Normalized_Height
## 4                         Slope_Height       Maximum_Height_hr
## 5                 Normalized_Height_hr      StandardizedHeight
##                                    k 4
## 1 Vertical_Distance_to_Channel_Network
## 2                         Slope_Height
## 3                          ValleyDepth
## 4                    Maximum_Height_hr
## 5              Relative_Slope_Position
##                                    k 5
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5                  MidSlope_Positon_hr

## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.183265856950067" 
## [2] "Prediction error at end is:  0.11497975708502"  
## [3] "Prediction error at end is:  0.0834008097165992"
## [4] "Prediction error at end is:  0.0728744939271255"
## [5] "Prediction error at end is:  0.088663967611336" 
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2             ValleyDepth Vertical_Distance_to_Channel_Network
## 3  Standardized_Height_hr                          ValleyDepth
## 4 Relative_Slope_Position                    Normalized_Height
## 5         Valley_Depth_hr                 Normalized_Height_hr
##                       k 3                     k 4
## 1 Relative_Slope_Position       Maximum_Height_hr
## 2            Slope_Height       Normalized_Height
## 3       Maximum_Height_hr       Mid_Slope_Positon
## 4       Normalized_Height  Standardized_Height_hr
## 5     Standardized_Height Relative_Slope_Position
##                                    k 5
## 1 Vertical_Distance_to_Channel_Network
## 2                    Maximum_Height_hr
## 3                    Normalized_Height
## 4                          ValleyDepth
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.282860998650472"
## [2] "Prediction error at end is:  0.235762483130904"
## [3] "Prediction error at end is:  0.199055330634278"
## [4] "Prediction error at end is:  0.188529014844804"
## [5] "Prediction error at end is:  0.178137651821862"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2              Relative_Slope_Position Relative_Slope_Position
## 3                      Valley_Depth_hr      StandardizedHeight
## 4                          ValleyDepth         Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network             ValleyDepth
##                                    k 3
## 1                    Maximum_Height_hr
## 2                    Mid_Slope_Positon
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5                      Slope_Height_hr
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2                      Valley_Depth_hr Relative_Slope_Position
## 3              Relative_Slope_Position         Valley_Depth_hr
## 4                         Slope_Height             ValleyDepth
## 5 Vertical_Distance_to_Channel_Network     Standardized_Height

## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 2
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 3
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"

## [1] "Prediction error at end is:  0.20391363022942"  
## [2] "Prediction error at end is:  0.130634278002699" 
## [3] "Prediction error at end is:  0.109851551956815" 
## [4] "Prediction error at end is:  0.115114709851552" 
## [5] "Prediction error at end is:  0.0940620782726046"
##                       k 1                                  k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height                    Maximum_Height_hr
## 3      StandardizedHeight                   StandardizedHeight
## 4             ValleyDepth                          ValleyDepth
## 5  Standardized_Height_hr                         Slope_Height
##                       k 3                                  k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height              Relative_Slope_Position
## 3       Maximum_Height_hr                  MidSlope_Positon_hr
## 4      StandardizedHeight                  Standardized_Height
## 5       Mid_Slope_Positon                          ValleyDepth
##                       k 5
## 1       Maximum_Height_hr
## 2 Relative_Slope_Position
## 3      StandardizedHeight
## 4     MidSlope_Positon_hr
## 5         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.162618083670715" 
## [2] "Prediction error at end is:  0.0995951417004049"
## [3] "Prediction error at end is:  0.0838056680161943"
## [4] "Prediction error at end is:  0.0890688259109312"
## [5] "Prediction error at end is:  0.0786774628879892"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr     Standardized_Height
## 2               Standardized_Height_hr Relative_Slope_Position
## 3                      Valley_Depth_hr  Standardized_Height_hr
## 4                         Slope_Height    Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network        NormalizedHeight
##                       k 3                     k 4                     k 5
## 1       Maximum_Height_hr Relative_Slope_Position       Maximum_Height_hr
## 2 Relative_Slope_Position       Maximum_Height_hr Relative_Slope_Position
## 3  Standardized_Height_hr        NormalizedHeight     Standardized_Height
## 4       Mid_Slope_Positon       Mid_Slope_Positon  Standardized_Height_hr
## 5       Normalized_Height     Standardized_Height         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Hangschutt"

## [1] "Prediction error at end is:  0.135627530364372" 
## [2] "Prediction error at end is:  0.0882591093117409"
## [3] "Prediction error at end is:  0.0674763832658569"
## [4] "Prediction error at end is:  0.0726045883940621"
## [5] "Prediction error at end is:  0.0726045883940621"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2         Slope_Height_hr         Valley_Depth_hr             ValleyDepth
## 3         Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth  Standardized_Height_hr      StandardizedHeight
## 5 Relative_Slope_Position             ValleyDepth     MidSlope_Positon_hr
##                       k 4                     k 5
## 1       Maximum_Height_hr       Maximum_Height_hr
## 2         Valley_Depth_hr         Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth       Mid_Slope_Positon
## 5         Slope_Height_hr         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                   StandardizedHeight
## 5               Standardized_Height_hr
##                                    k 2                     k 3
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3              Relative_Slope_Position      StandardizedHeight
## 4                   StandardizedHeight             SlopeHeight
## 5                         Slope_Height         Slope_Height_hr
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                         Slope_Height
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                  Standardized_Height
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_Kolluvium"

## [1] "Prediction error at end is:  0.28110661268556" 
## [2] "Prediction error at end is:  0.171929824561404"
## [3] "Prediction error at end is:  0.208771929824561"
## [4] "Prediction error at end is:  0.198110661268556"
## [5] "Prediction error at end is:  0.197705802968961"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3             SlopeHeight             SlopeHeight             SlopeHeight
## 4         Slope_Height_hr        NormalizedHeight         Slope_Height_hr
## 5      StandardizedHeight         Valley_Depth_hr     MidSlope_Positon_hr
##                       k 4                                  k 5
## 1 Relative_Slope_Position                    Maximum_Height_hr
## 2       Maximum_Height_hr                          SlopeHeight
## 3             ValleyDepth Vertical_Distance_to_Channel_Network
## 4      StandardizedHeight                   StandardizedHeight
## 5        NormalizedHeight                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"

## [1] "Prediction error at end is:  0.240620782726046" 
## [2] "Prediction error at end is:  0.120512820512821" 
## [3] "Prediction error at end is:  0.0784075573549258"
## [4] "Prediction error at end is:  0.0732793522267206"
## [5] "Prediction error at end is:  0.0838056680161943"
##                       k 1                                  k 2
## 1 Relative_Slope_Position                    Normalized_Height
## 2       Normalized_Height              Relative_Slope_Position
## 3             ValleyDepth                    Maximum_Height_hr
## 4       Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5            Slope_Height                      Valley_Depth_hr
##                                    k 3
## 1                    Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5               Standardized_Height_hr
##                                    k 4
## 1                  Standardized_Height
## 2                    Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 5
## 1              Relative_Slope_Position
## 2                    Mid_Slope_Positon
## 3                    Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5               Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Moorablagerung"

## [1] "Prediction error at end is:  0.371428571428571"
## [2] "Prediction error at end is:  0.24"             
## [3] "Prediction error at end is:  0.171428571428571"
## [4] "Prediction error at end is:  0.16"             
## [5] "Prediction error at end is:  0.182857142857143"
##                      k 1                                  k 2
## 1    Standardized_Height                     NormalizedHeight
## 2 Standardized_Height_hr                         Slope_Height
## 3      Normalized_Height                      Valley_Depth_hr
## 4     StandardizedHeight                    Maximum_Height_hr
## 5      Maximum_Height_hr Vertical_Distance_to_Channel_Network
##                    k 3                 k 4                     k 5
## 1    Maximum_Height_hr   Normalized_Height Relative_Slope_Position
## 2    Normalized_Height   Maximum_Height_hr  Standardized_Height_hr
## 3 Normalized_Height_hr        Slope_Height       Mid_Slope_Positon
## 4    Mid_Slope_Positon MidSlope_Positon_hr            Slope_Height
## 5  MidSlope_Positon_hr     Valley_Depth_hr     Standardized_Height

## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.0728744939271255"
## [2] "Prediction error at end is:  0.0624831309041835"
## [3] "Prediction error at end is:  0.0572199730094467"
## [4] "Prediction error at end is:  0.0572199730094467"
## [5] "Prediction error at end is:  0.0624831309041835"
##                       k 1                     k 2                    k 3
## 1       Maximum_Height_hr       Maximum_Height_hr      Maximum_Height_hr
## 2             SlopeHeight            Slope_Height           Slope_Height
## 3 Relative_Slope_Position             ValleyDepth        Slope_Height_hr
## 4             ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5         Valley_Depth_hr        NormalizedHeight      Normalized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2                  Standardized_Height
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5              Relative_Slope_Position
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3                         Slope_Height
## 4                          ValleyDepth
## 5 Vertical_Distance_to_Channel_Network

## [1] "Alluviale Ablagerung_vs_Rutschmasse"

## [1] "Prediction error at end is:  0.236167341430499" 
## [2] "Prediction error at end is:  0.120647773279352" 
## [3] "Prediction error at end is:  0.11025641025641"  
## [4] "Prediction error at end is:  0.125910931174089" 
## [5] "Prediction error at end is:  0.0944669365721997"
##                   k 1                     k 2                     k 3
## 1   Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Standardized_Height     Standardized_Height     Standardized_Height
## 3     Slope_Height_hr             ValleyDepth  Standardized_Height_hr
## 4  StandardizedHeight         Valley_Depth_hr Relative_Slope_Position
## 5         ValleyDepth Relative_Slope_Position             ValleyDepth
##                       k 4                 k 5
## 1 Relative_Slope_Position   Maximum_Height_hr
## 2       Maximum_Height_hr         ValleyDepth
## 3             ValleyDepth     Slope_Height_hr
## 4  Standardized_Height_hr MidSlope_Positon_hr
## 5             SlopeHeight    NormalizedHeight

## [1] "Alluviale Ablagerung_vs_See"

## [1] "Prediction error at end is:  0"                  
## [2] "Prediction error at end is:  0"                  
## [3] "Prediction error at end is:  0"                  
## [4] "Prediction error at end is:  0"                  
## [5] "Prediction error at end is:  0.00526315789473684"
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2      StandardizedHeight                    Normalized_Height
## 3       Normalized_Height Vertical_Distance_to_Channel_Network
## 4     Standardized_Height              Relative_Slope_Position
## 5 Relative_Slope_Position                     NormalizedHeight
##                                    k 3                 k 4
## 1                    Maximum_Height_hr   Maximum_Height_hr
## 2                    Normalized_Height Standardized_Height
## 3                   StandardizedHeight  StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network    NormalizedHeight
## 5              Relative_Slope_Position     Slope_Height_hr
##                  k 5
## 1  Maximum_Height_hr
## 2  Normalized_Height
## 3 StandardizedHeight
## 4       Slope_Height
## 5   NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"

## [1] "Prediction error at end is:  0.110121457489879" 
## [2] "Prediction error at end is:  0.0887989203778677"
## [3] "Prediction error at end is:  0.0680161943319838"
## [4] "Prediction error at end is:  0.0680161943319838"
## [5] "Prediction error at end is:  0.062753036437247" 
##                    k 1                     k 2                  k 3
## 1    Maximum_Height_hr       Maximum_Height_hr    Normalized_Height
## 2   StandardizedHeight            Slope_Height    Maximum_Height_hr
## 3      Valley_Depth_hr             ValleyDepth         Slope_Height
## 4          ValleyDepth         Slope_Height_hr          ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
##                      k 4                    k 5
## 1      Maximum_Height_hr      Maximum_Height_hr
## 2            ValleyDepth        Valley_Depth_hr
## 3        Valley_Depth_hr            ValleyDepth
## 4    MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr       NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3  Standardized_Height_hr  Standardized_Height_hr  Standardized_Height_hr
## 4      StandardizedHeight      StandardizedHeight     Standardized_Height
## 5            Slope_Height       Normalized_Height      StandardizedHeight
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3               Standardized_Height_hr  Standardized_Height_hr
## 4                   StandardizedHeight      StandardizedHeight
## 5                    Mid_Slope_Positon       Normalized_Height

roughness

## [1] "Alluviale Ablagerung_vs_Anthropogen"

## [1] "Prediction error at end is:  0.284210526315789"
## [2] "Prediction error at end is:  0.221052631578947"
## [3] "Prediction error at end is:  0.210526315789474"
## [4] "Prediction error at end is:  0.221052631578947"
## [5] "Prediction error at end is:  0.221052631578947"
##                       k 1                     k 2                     k 3
## 1       Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2       Maximum_Height_hr       Normalized_Height            Slope_Height
## 3     Standardized_Height       Maximum_Height_hr             ValleyDepth
## 4 Relative_Slope_Position             ValleyDepth      StandardizedHeight
## 5            Slope_Height         Slope_Height_hr       Maximum_Height_hr
##                       k 4                     k 5
## 1       Normalized_Height       Normalized_Height
## 2            Slope_Height Relative_Slope_Position
## 3       Mid_Slope_Positon       Maximum_Height_hr
## 4         Slope_Height_hr       Mid_Slope_Positon
## 5 Relative_Slope_Position             ValleyDepth

## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"

## [1] "Prediction error at end is:  0.0472334682860999"
## [2] "Prediction error at end is:  0.0105263157894737"
## [3] "Prediction error at end is:  0.0105263157894737"
## [4] "Prediction error at end is:  0.0156545209176788"
## [5] "Prediction error at end is:  0.0105263157894737"
##                       k 1                                  k 2
## 1            Slope_Height                         Slope_Height
## 2       Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position                          ValleyDepth
## 4     Standardized_Height                    Mid_Slope_Positon
## 5             SlopeHeight                    Normalized_Height
##                 k 3                     k 4                     k 5
## 1       ValleyDepth            Slope_Height            Slope_Height
## 2       SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3   Valley_Depth_hr       Normalized_Height       Normalized_Height
## 4   Slope_Height_hr  Standardized_Height_hr             SlopeHeight
## 5 Normalized_Height       Mid_Slope_Positon  Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Blockschutt"

## [1] "Prediction error at end is:  0.0782726045883941"
## [2] "Prediction error at end is:  0.0682860998650472"
## [3] "Prediction error at end is:  0.0681511470985155"
## [4] "Prediction error at end is:  0.0630229419703104"
## [5] "Prediction error at end is:  0.0473684210526316"
##                                    k 1
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                   StandardizedHeight
## 4                          SlopeHeight
## 5                         Slope_Height
##                                    k 2
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                    Maximum_Height_hr
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 3                 k 4
## 1 Vertical_Distance_to_Channel_Network   Maximum_Height_hr
## 2                      Valley_Depth_hr         SlopeHeight
## 3                    Mid_Slope_Positon     Valley_Depth_hr
## 4                  MidSlope_Positon_hr     Slope_Height_hr
## 5                          ValleyDepth MidSlope_Positon_hr
##                       k 5
## 1       Maximum_Height_hr
## 2             ValleyDepth
## 3 Relative_Slope_Position
## 4             SlopeHeight
## 5         Valley_Depth_hr

## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"

## [1] "Prediction error at end is:  0.223328591749644"
## [2] "Prediction error at end is:  0.153911806543385"
## [3] "Prediction error at end is:  0.14850640113798" 
## [4] "Prediction error at end is:  0.143385490753912"
## [5] "Prediction error at end is:  0.14850640113798" 
##                                    k 1
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                   StandardizedHeight
## 4                    Maximum_Height_hr
## 5                    Normalized_Height
##                                    k 2                     k 3
## 1 Vertical_Distance_to_Channel_Network     Standardized_Height
## 2                    Normalized_Height Relative_Slope_Position
## 3                          ValleyDepth       Normalized_Height
## 4                         Slope_Height       Maximum_Height_hr
## 5                 Normalized_Height_hr      StandardizedHeight
##                                    k 4
## 1 Vertical_Distance_to_Channel_Network
## 2                         Slope_Height
## 3                          ValleyDepth
## 4                    Maximum_Height_hr
## 5              Relative_Slope_Position
##                                    k 5
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5                  MidSlope_Positon_hr

## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.183265856950067" 
## [2] "Prediction error at end is:  0.11497975708502"  
## [3] "Prediction error at end is:  0.0834008097165992"
## [4] "Prediction error at end is:  0.0728744939271255"
## [5] "Prediction error at end is:  0.088663967611336" 
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2             ValleyDepth Vertical_Distance_to_Channel_Network
## 3  Standardized_Height_hr                          ValleyDepth
## 4 Relative_Slope_Position                    Normalized_Height
## 5         Valley_Depth_hr                 Normalized_Height_hr
##                       k 3                     k 4
## 1 Relative_Slope_Position       Maximum_Height_hr
## 2            Slope_Height       Normalized_Height
## 3       Maximum_Height_hr       Mid_Slope_Positon
## 4       Normalized_Height  Standardized_Height_hr
## 5     Standardized_Height Relative_Slope_Position
##                                    k 5
## 1 Vertical_Distance_to_Channel_Network
## 2                    Maximum_Height_hr
## 3                    Normalized_Height
## 4                          ValleyDepth
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.282860998650472"
## [2] "Prediction error at end is:  0.235762483130904"
## [3] "Prediction error at end is:  0.199055330634278"
## [4] "Prediction error at end is:  0.188529014844804"
## [5] "Prediction error at end is:  0.178137651821862"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2              Relative_Slope_Position Relative_Slope_Position
## 3                      Valley_Depth_hr      StandardizedHeight
## 4                          ValleyDepth         Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network             ValleyDepth
##                                    k 3
## 1                    Maximum_Height_hr
## 2                    Mid_Slope_Positon
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5                      Slope_Height_hr
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2                      Valley_Depth_hr Relative_Slope_Position
## 3              Relative_Slope_Position         Valley_Depth_hr
## 4                         Slope_Height             ValleyDepth
## 5 Vertical_Distance_to_Channel_Network     Standardized_Height

## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 2
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 3
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"

## [1] "Prediction error at end is:  0.20391363022942"  
## [2] "Prediction error at end is:  0.130634278002699" 
## [3] "Prediction error at end is:  0.109851551956815" 
## [4] "Prediction error at end is:  0.115114709851552" 
## [5] "Prediction error at end is:  0.0940620782726046"
##                       k 1                                  k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height                    Maximum_Height_hr
## 3      StandardizedHeight                   StandardizedHeight
## 4             ValleyDepth                          ValleyDepth
## 5  Standardized_Height_hr                         Slope_Height
##                       k 3                                  k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height              Relative_Slope_Position
## 3       Maximum_Height_hr                  MidSlope_Positon_hr
## 4      StandardizedHeight                  Standardized_Height
## 5       Mid_Slope_Positon                          ValleyDepth
##                       k 5
## 1       Maximum_Height_hr
## 2 Relative_Slope_Position
## 3      StandardizedHeight
## 4     MidSlope_Positon_hr
## 5         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.162618083670715" 
## [2] "Prediction error at end is:  0.0995951417004049"
## [3] "Prediction error at end is:  0.0838056680161943"
## [4] "Prediction error at end is:  0.0890688259109312"
## [5] "Prediction error at end is:  0.0786774628879892"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr     Standardized_Height
## 2               Standardized_Height_hr Relative_Slope_Position
## 3                      Valley_Depth_hr  Standardized_Height_hr
## 4                         Slope_Height    Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network        NormalizedHeight
##                       k 3                     k 4                     k 5
## 1       Maximum_Height_hr Relative_Slope_Position       Maximum_Height_hr
## 2 Relative_Slope_Position       Maximum_Height_hr Relative_Slope_Position
## 3  Standardized_Height_hr        NormalizedHeight     Standardized_Height
## 4       Mid_Slope_Positon       Mid_Slope_Positon  Standardized_Height_hr
## 5       Normalized_Height     Standardized_Height         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Hangschutt"

## [1] "Prediction error at end is:  0.135627530364372" 
## [2] "Prediction error at end is:  0.0882591093117409"
## [3] "Prediction error at end is:  0.0674763832658569"
## [4] "Prediction error at end is:  0.0726045883940621"
## [5] "Prediction error at end is:  0.0726045883940621"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2         Slope_Height_hr         Valley_Depth_hr             ValleyDepth
## 3         Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth  Standardized_Height_hr      StandardizedHeight
## 5 Relative_Slope_Position             ValleyDepth     MidSlope_Positon_hr
##                       k 4                     k 5
## 1       Maximum_Height_hr       Maximum_Height_hr
## 2         Valley_Depth_hr         Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth       Mid_Slope_Positon
## 5         Slope_Height_hr         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                   StandardizedHeight
## 5               Standardized_Height_hr
##                                    k 2                     k 3
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3              Relative_Slope_Position      StandardizedHeight
## 4                   StandardizedHeight             SlopeHeight
## 5                         Slope_Height         Slope_Height_hr
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                         Slope_Height
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                  Standardized_Height
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_Kolluvium"

## [1] "Prediction error at end is:  0.28110661268556" 
## [2] "Prediction error at end is:  0.171929824561404"
## [3] "Prediction error at end is:  0.208771929824561"
## [4] "Prediction error at end is:  0.198110661268556"
## [5] "Prediction error at end is:  0.197705802968961"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3             SlopeHeight             SlopeHeight             SlopeHeight
## 4         Slope_Height_hr        NormalizedHeight         Slope_Height_hr
## 5      StandardizedHeight         Valley_Depth_hr     MidSlope_Positon_hr
##                       k 4                                  k 5
## 1 Relative_Slope_Position                    Maximum_Height_hr
## 2       Maximum_Height_hr                          SlopeHeight
## 3             ValleyDepth Vertical_Distance_to_Channel_Network
## 4      StandardizedHeight                   StandardizedHeight
## 5        NormalizedHeight                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"

## [1] "Prediction error at end is:  0.240620782726046" 
## [2] "Prediction error at end is:  0.120512820512821" 
## [3] "Prediction error at end is:  0.0784075573549258"
## [4] "Prediction error at end is:  0.0732793522267206"
## [5] "Prediction error at end is:  0.0838056680161943"
##                       k 1                                  k 2
## 1 Relative_Slope_Position                    Normalized_Height
## 2       Normalized_Height              Relative_Slope_Position
## 3             ValleyDepth                    Maximum_Height_hr
## 4       Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5            Slope_Height                      Valley_Depth_hr
##                                    k 3
## 1                    Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5               Standardized_Height_hr
##                                    k 4
## 1                  Standardized_Height
## 2                    Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 5
## 1              Relative_Slope_Position
## 2                    Mid_Slope_Positon
## 3                    Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5               Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Moorablagerung"

## [1] "Prediction error at end is:  0.371428571428571"
## [2] "Prediction error at end is:  0.24"             
## [3] "Prediction error at end is:  0.171428571428571"
## [4] "Prediction error at end is:  0.16"             
## [5] "Prediction error at end is:  0.182857142857143"
##                      k 1                                  k 2
## 1    Standardized_Height                     NormalizedHeight
## 2 Standardized_Height_hr                         Slope_Height
## 3      Normalized_Height                      Valley_Depth_hr
## 4     StandardizedHeight                    Maximum_Height_hr
## 5      Maximum_Height_hr Vertical_Distance_to_Channel_Network
##                    k 3                 k 4                     k 5
## 1    Maximum_Height_hr   Normalized_Height Relative_Slope_Position
## 2    Normalized_Height   Maximum_Height_hr  Standardized_Height_hr
## 3 Normalized_Height_hr        Slope_Height       Mid_Slope_Positon
## 4    Mid_Slope_Positon MidSlope_Positon_hr            Slope_Height
## 5  MidSlope_Positon_hr     Valley_Depth_hr     Standardized_Height

## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.0728744939271255"
## [2] "Prediction error at end is:  0.0624831309041835"
## [3] "Prediction error at end is:  0.0572199730094467"
## [4] "Prediction error at end is:  0.0572199730094467"
## [5] "Prediction error at end is:  0.0624831309041835"
##                       k 1                     k 2                    k 3
## 1       Maximum_Height_hr       Maximum_Height_hr      Maximum_Height_hr
## 2             SlopeHeight            Slope_Height           Slope_Height
## 3 Relative_Slope_Position             ValleyDepth        Slope_Height_hr
## 4             ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5         Valley_Depth_hr        NormalizedHeight      Normalized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2                  Standardized_Height
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5              Relative_Slope_Position
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3                         Slope_Height
## 4                          ValleyDepth
## 5 Vertical_Distance_to_Channel_Network

## [1] "Alluviale Ablagerung_vs_Rutschmasse"

## [1] "Prediction error at end is:  0.236167341430499" 
## [2] "Prediction error at end is:  0.120647773279352" 
## [3] "Prediction error at end is:  0.11025641025641"  
## [4] "Prediction error at end is:  0.125910931174089" 
## [5] "Prediction error at end is:  0.0944669365721997"
##                   k 1                     k 2                     k 3
## 1   Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Standardized_Height     Standardized_Height     Standardized_Height
## 3     Slope_Height_hr             ValleyDepth  Standardized_Height_hr
## 4  StandardizedHeight         Valley_Depth_hr Relative_Slope_Position
## 5         ValleyDepth Relative_Slope_Position             ValleyDepth
##                       k 4                 k 5
## 1 Relative_Slope_Position   Maximum_Height_hr
## 2       Maximum_Height_hr         ValleyDepth
## 3             ValleyDepth     Slope_Height_hr
## 4  Standardized_Height_hr MidSlope_Positon_hr
## 5             SlopeHeight    NormalizedHeight

## [1] "Alluviale Ablagerung_vs_See"

## [1] "Prediction error at end is:  0"                  
## [2] "Prediction error at end is:  0"                  
## [3] "Prediction error at end is:  0"                  
## [4] "Prediction error at end is:  0"                  
## [5] "Prediction error at end is:  0.00526315789473684"
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2      StandardizedHeight                    Normalized_Height
## 3       Normalized_Height Vertical_Distance_to_Channel_Network
## 4     Standardized_Height              Relative_Slope_Position
## 5 Relative_Slope_Position                     NormalizedHeight
##                                    k 3                 k 4
## 1                    Maximum_Height_hr   Maximum_Height_hr
## 2                    Normalized_Height Standardized_Height
## 3                   StandardizedHeight  StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network    NormalizedHeight
## 5              Relative_Slope_Position     Slope_Height_hr
##                  k 5
## 1  Maximum_Height_hr
## 2  Normalized_Height
## 3 StandardizedHeight
## 4       Slope_Height
## 5   NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"

## [1] "Prediction error at end is:  0.110121457489879" 
## [2] "Prediction error at end is:  0.0887989203778677"
## [3] "Prediction error at end is:  0.0680161943319838"
## [4] "Prediction error at end is:  0.0680161943319838"
## [5] "Prediction error at end is:  0.062753036437247" 
##                    k 1                     k 2                  k 3
## 1    Maximum_Height_hr       Maximum_Height_hr    Normalized_Height
## 2   StandardizedHeight            Slope_Height    Maximum_Height_hr
## 3      Valley_Depth_hr             ValleyDepth         Slope_Height
## 4          ValleyDepth         Slope_Height_hr          ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
##                      k 4                    k 5
## 1      Maximum_Height_hr      Maximum_Height_hr
## 2            ValleyDepth        Valley_Depth_hr
## 3        Valley_Depth_hr            ValleyDepth
## 4    MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr       NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3  Standardized_Height_hr  Standardized_Height_hr  Standardized_Height_hr
## 4      StandardizedHeight      StandardizedHeight     Standardized_Height
## 5            Slope_Height       Normalized_Height      StandardizedHeight
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3               Standardized_Height_hr  Standardized_Height_hr
## 4                   StandardizedHeight      StandardizedHeight
## 5                    Mid_Slope_Positon       Normalized_Height

RLIcols

## [1] "Alluviale Ablagerung_vs_Anthropogen"

## [1] "Prediction error at end is:  0.284210526315789"
## [2] "Prediction error at end is:  0.221052631578947"
## [3] "Prediction error at end is:  0.210526315789474"
## [4] "Prediction error at end is:  0.221052631578947"
## [5] "Prediction error at end is:  0.221052631578947"
##                       k 1                     k 2                     k 3
## 1       Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2       Maximum_Height_hr       Normalized_Height            Slope_Height
## 3     Standardized_Height       Maximum_Height_hr             ValleyDepth
## 4 Relative_Slope_Position             ValleyDepth      StandardizedHeight
## 5            Slope_Height         Slope_Height_hr       Maximum_Height_hr
##                       k 4                     k 5
## 1       Normalized_Height       Normalized_Height
## 2            Slope_Height Relative_Slope_Position
## 3       Mid_Slope_Positon       Maximum_Height_hr
## 4         Slope_Height_hr       Mid_Slope_Positon
## 5 Relative_Slope_Position             ValleyDepth

## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"

## [1] "Prediction error at end is:  0.0472334682860999"
## [2] "Prediction error at end is:  0.0105263157894737"
## [3] "Prediction error at end is:  0.0105263157894737"
## [4] "Prediction error at end is:  0.0156545209176788"
## [5] "Prediction error at end is:  0.0105263157894737"
##                       k 1                                  k 2
## 1            Slope_Height                         Slope_Height
## 2       Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position                          ValleyDepth
## 4     Standardized_Height                    Mid_Slope_Positon
## 5             SlopeHeight                    Normalized_Height
##                 k 3                     k 4                     k 5
## 1       ValleyDepth            Slope_Height            Slope_Height
## 2       SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3   Valley_Depth_hr       Normalized_Height       Normalized_Height
## 4   Slope_Height_hr  Standardized_Height_hr             SlopeHeight
## 5 Normalized_Height       Mid_Slope_Positon  Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Blockschutt"

## [1] "Prediction error at end is:  0.0782726045883941"
## [2] "Prediction error at end is:  0.0682860998650472"
## [3] "Prediction error at end is:  0.0681511470985155"
## [4] "Prediction error at end is:  0.0630229419703104"
## [5] "Prediction error at end is:  0.0473684210526316"
##                                    k 1
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                   StandardizedHeight
## 4                          SlopeHeight
## 5                         Slope_Height
##                                    k 2
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                    Maximum_Height_hr
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 3                 k 4
## 1 Vertical_Distance_to_Channel_Network   Maximum_Height_hr
## 2                      Valley_Depth_hr         SlopeHeight
## 3                    Mid_Slope_Positon     Valley_Depth_hr
## 4                  MidSlope_Positon_hr     Slope_Height_hr
## 5                          ValleyDepth MidSlope_Positon_hr
##                       k 5
## 1       Maximum_Height_hr
## 2             ValleyDepth
## 3 Relative_Slope_Position
## 4             SlopeHeight
## 5         Valley_Depth_hr

## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"

## [1] "Prediction error at end is:  0.223328591749644"
## [2] "Prediction error at end is:  0.153911806543385"
## [3] "Prediction error at end is:  0.14850640113798" 
## [4] "Prediction error at end is:  0.143385490753912"
## [5] "Prediction error at end is:  0.14850640113798" 
##                                    k 1
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                   StandardizedHeight
## 4                    Maximum_Height_hr
## 5                    Normalized_Height
##                                    k 2                     k 3
## 1 Vertical_Distance_to_Channel_Network     Standardized_Height
## 2                    Normalized_Height Relative_Slope_Position
## 3                          ValleyDepth       Normalized_Height
## 4                         Slope_Height       Maximum_Height_hr
## 5                 Normalized_Height_hr      StandardizedHeight
##                                    k 4
## 1 Vertical_Distance_to_Channel_Network
## 2                         Slope_Height
## 3                          ValleyDepth
## 4                    Maximum_Height_hr
## 5              Relative_Slope_Position
##                                    k 5
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5                  MidSlope_Positon_hr

## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.183265856950067" 
## [2] "Prediction error at end is:  0.11497975708502"  
## [3] "Prediction error at end is:  0.0834008097165992"
## [4] "Prediction error at end is:  0.0728744939271255"
## [5] "Prediction error at end is:  0.088663967611336" 
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2             ValleyDepth Vertical_Distance_to_Channel_Network
## 3  Standardized_Height_hr                          ValleyDepth
## 4 Relative_Slope_Position                    Normalized_Height
## 5         Valley_Depth_hr                 Normalized_Height_hr
##                       k 3                     k 4
## 1 Relative_Slope_Position       Maximum_Height_hr
## 2            Slope_Height       Normalized_Height
## 3       Maximum_Height_hr       Mid_Slope_Positon
## 4       Normalized_Height  Standardized_Height_hr
## 5     Standardized_Height Relative_Slope_Position
##                                    k 5
## 1 Vertical_Distance_to_Channel_Network
## 2                    Maximum_Height_hr
## 3                    Normalized_Height
## 4                          ValleyDepth
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.282860998650472"
## [2] "Prediction error at end is:  0.235762483130904"
## [3] "Prediction error at end is:  0.199055330634278"
## [4] "Prediction error at end is:  0.188529014844804"
## [5] "Prediction error at end is:  0.178137651821862"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2              Relative_Slope_Position Relative_Slope_Position
## 3                      Valley_Depth_hr      StandardizedHeight
## 4                          ValleyDepth         Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network             ValleyDepth
##                                    k 3
## 1                    Maximum_Height_hr
## 2                    Mid_Slope_Positon
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5                      Slope_Height_hr
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2                      Valley_Depth_hr Relative_Slope_Position
## 3              Relative_Slope_Position         Valley_Depth_hr
## 4                         Slope_Height             ValleyDepth
## 5 Vertical_Distance_to_Channel_Network     Standardized_Height

## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 2
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 3
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"

## [1] "Prediction error at end is:  0.20391363022942"  
## [2] "Prediction error at end is:  0.130634278002699" 
## [3] "Prediction error at end is:  0.109851551956815" 
## [4] "Prediction error at end is:  0.115114709851552" 
## [5] "Prediction error at end is:  0.0940620782726046"
##                       k 1                                  k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height                    Maximum_Height_hr
## 3      StandardizedHeight                   StandardizedHeight
## 4             ValleyDepth                          ValleyDepth
## 5  Standardized_Height_hr                         Slope_Height
##                       k 3                                  k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height              Relative_Slope_Position
## 3       Maximum_Height_hr                  MidSlope_Positon_hr
## 4      StandardizedHeight                  Standardized_Height
## 5       Mid_Slope_Positon                          ValleyDepth
##                       k 5
## 1       Maximum_Height_hr
## 2 Relative_Slope_Position
## 3      StandardizedHeight
## 4     MidSlope_Positon_hr
## 5         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.162618083670715" 
## [2] "Prediction error at end is:  0.0995951417004049"
## [3] "Prediction error at end is:  0.0838056680161943"
## [4] "Prediction error at end is:  0.0890688259109312"
## [5] "Prediction error at end is:  0.0786774628879892"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr     Standardized_Height
## 2               Standardized_Height_hr Relative_Slope_Position
## 3                      Valley_Depth_hr  Standardized_Height_hr
## 4                         Slope_Height    Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network        NormalizedHeight
##                       k 3                     k 4                     k 5
## 1       Maximum_Height_hr Relative_Slope_Position       Maximum_Height_hr
## 2 Relative_Slope_Position       Maximum_Height_hr Relative_Slope_Position
## 3  Standardized_Height_hr        NormalizedHeight     Standardized_Height
## 4       Mid_Slope_Positon       Mid_Slope_Positon  Standardized_Height_hr
## 5       Normalized_Height     Standardized_Height         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Hangschutt"

## [1] "Prediction error at end is:  0.135627530364372" 
## [2] "Prediction error at end is:  0.0882591093117409"
## [3] "Prediction error at end is:  0.0674763832658569"
## [4] "Prediction error at end is:  0.0726045883940621"
## [5] "Prediction error at end is:  0.0726045883940621"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2         Slope_Height_hr         Valley_Depth_hr             ValleyDepth
## 3         Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth  Standardized_Height_hr      StandardizedHeight
## 5 Relative_Slope_Position             ValleyDepth     MidSlope_Positon_hr
##                       k 4                     k 5
## 1       Maximum_Height_hr       Maximum_Height_hr
## 2         Valley_Depth_hr         Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth       Mid_Slope_Positon
## 5         Slope_Height_hr         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                   StandardizedHeight
## 5               Standardized_Height_hr
##                                    k 2                     k 3
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3              Relative_Slope_Position      StandardizedHeight
## 4                   StandardizedHeight             SlopeHeight
## 5                         Slope_Height         Slope_Height_hr
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                         Slope_Height
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                  Standardized_Height
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_Kolluvium"

## [1] "Prediction error at end is:  0.28110661268556" 
## [2] "Prediction error at end is:  0.171929824561404"
## [3] "Prediction error at end is:  0.208771929824561"
## [4] "Prediction error at end is:  0.198110661268556"
## [5] "Prediction error at end is:  0.197705802968961"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3             SlopeHeight             SlopeHeight             SlopeHeight
## 4         Slope_Height_hr        NormalizedHeight         Slope_Height_hr
## 5      StandardizedHeight         Valley_Depth_hr     MidSlope_Positon_hr
##                       k 4                                  k 5
## 1 Relative_Slope_Position                    Maximum_Height_hr
## 2       Maximum_Height_hr                          SlopeHeight
## 3             ValleyDepth Vertical_Distance_to_Channel_Network
## 4      StandardizedHeight                   StandardizedHeight
## 5        NormalizedHeight                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"

## [1] "Prediction error at end is:  0.240620782726046" 
## [2] "Prediction error at end is:  0.120512820512821" 
## [3] "Prediction error at end is:  0.0784075573549258"
## [4] "Prediction error at end is:  0.0732793522267206"
## [5] "Prediction error at end is:  0.0838056680161943"
##                       k 1                                  k 2
## 1 Relative_Slope_Position                    Normalized_Height
## 2       Normalized_Height              Relative_Slope_Position
## 3             ValleyDepth                    Maximum_Height_hr
## 4       Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5            Slope_Height                      Valley_Depth_hr
##                                    k 3
## 1                    Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5               Standardized_Height_hr
##                                    k 4
## 1                  Standardized_Height
## 2                    Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 5
## 1              Relative_Slope_Position
## 2                    Mid_Slope_Positon
## 3                    Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5               Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Moorablagerung"

## [1] "Prediction error at end is:  0.371428571428571"
## [2] "Prediction error at end is:  0.24"             
## [3] "Prediction error at end is:  0.171428571428571"
## [4] "Prediction error at end is:  0.16"             
## [5] "Prediction error at end is:  0.182857142857143"
##                      k 1                                  k 2
## 1    Standardized_Height                     NormalizedHeight
## 2 Standardized_Height_hr                         Slope_Height
## 3      Normalized_Height                      Valley_Depth_hr
## 4     StandardizedHeight                    Maximum_Height_hr
## 5      Maximum_Height_hr Vertical_Distance_to_Channel_Network
##                    k 3                 k 4                     k 5
## 1    Maximum_Height_hr   Normalized_Height Relative_Slope_Position
## 2    Normalized_Height   Maximum_Height_hr  Standardized_Height_hr
## 3 Normalized_Height_hr        Slope_Height       Mid_Slope_Positon
## 4    Mid_Slope_Positon MidSlope_Positon_hr            Slope_Height
## 5  MidSlope_Positon_hr     Valley_Depth_hr     Standardized_Height

## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.0728744939271255"
## [2] "Prediction error at end is:  0.0624831309041835"
## [3] "Prediction error at end is:  0.0572199730094467"
## [4] "Prediction error at end is:  0.0572199730094467"
## [5] "Prediction error at end is:  0.0624831309041835"
##                       k 1                     k 2                    k 3
## 1       Maximum_Height_hr       Maximum_Height_hr      Maximum_Height_hr
## 2             SlopeHeight            Slope_Height           Slope_Height
## 3 Relative_Slope_Position             ValleyDepth        Slope_Height_hr
## 4             ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5         Valley_Depth_hr        NormalizedHeight      Normalized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2                  Standardized_Height
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5              Relative_Slope_Position
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3                         Slope_Height
## 4                          ValleyDepth
## 5 Vertical_Distance_to_Channel_Network

## [1] "Alluviale Ablagerung_vs_Rutschmasse"

## [1] "Prediction error at end is:  0.236167341430499" 
## [2] "Prediction error at end is:  0.120647773279352" 
## [3] "Prediction error at end is:  0.11025641025641"  
## [4] "Prediction error at end is:  0.125910931174089" 
## [5] "Prediction error at end is:  0.0944669365721997"
##                   k 1                     k 2                     k 3
## 1   Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Standardized_Height     Standardized_Height     Standardized_Height
## 3     Slope_Height_hr             ValleyDepth  Standardized_Height_hr
## 4  StandardizedHeight         Valley_Depth_hr Relative_Slope_Position
## 5         ValleyDepth Relative_Slope_Position             ValleyDepth
##                       k 4                 k 5
## 1 Relative_Slope_Position   Maximum_Height_hr
## 2       Maximum_Height_hr         ValleyDepth
## 3             ValleyDepth     Slope_Height_hr
## 4  Standardized_Height_hr MidSlope_Positon_hr
## 5             SlopeHeight    NormalizedHeight

## [1] "Alluviale Ablagerung_vs_See"

## [1] "Prediction error at end is:  0"                  
## [2] "Prediction error at end is:  0"                  
## [3] "Prediction error at end is:  0"                  
## [4] "Prediction error at end is:  0"                  
## [5] "Prediction error at end is:  0.00526315789473684"
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2      StandardizedHeight                    Normalized_Height
## 3       Normalized_Height Vertical_Distance_to_Channel_Network
## 4     Standardized_Height              Relative_Slope_Position
## 5 Relative_Slope_Position                     NormalizedHeight
##                                    k 3                 k 4
## 1                    Maximum_Height_hr   Maximum_Height_hr
## 2                    Normalized_Height Standardized_Height
## 3                   StandardizedHeight  StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network    NormalizedHeight
## 5              Relative_Slope_Position     Slope_Height_hr
##                  k 5
## 1  Maximum_Height_hr
## 2  Normalized_Height
## 3 StandardizedHeight
## 4       Slope_Height
## 5   NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"

## [1] "Prediction error at end is:  0.110121457489879" 
## [2] "Prediction error at end is:  0.0887989203778677"
## [3] "Prediction error at end is:  0.0680161943319838"
## [4] "Prediction error at end is:  0.0680161943319838"
## [5] "Prediction error at end is:  0.062753036437247" 
##                    k 1                     k 2                  k 3
## 1    Maximum_Height_hr       Maximum_Height_hr    Normalized_Height
## 2   StandardizedHeight            Slope_Height    Maximum_Height_hr
## 3      Valley_Depth_hr             ValleyDepth         Slope_Height
## 4          ValleyDepth         Slope_Height_hr          ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
##                      k 4                    k 5
## 1      Maximum_Height_hr      Maximum_Height_hr
## 2            ValleyDepth        Valley_Depth_hr
## 3        Valley_Depth_hr            ValleyDepth
## 4    MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr       NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3  Standardized_Height_hr  Standardized_Height_hr  Standardized_Height_hr
## 4      StandardizedHeight      StandardizedHeight     Standardized_Height
## 5            Slope_Height       Normalized_Height      StandardizedHeight
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3               Standardized_Height_hr  Standardized_Height_hr
## 4                   StandardizedHeight      StandardizedHeight
## 5                    Mid_Slope_Positon       Normalized_Height

Heights

## [1] "Alluviale Ablagerung_vs_Anthropogen"

## [1] "Prediction error at end is:  0.284210526315789"
## [2] "Prediction error at end is:  0.221052631578947"
## [3] "Prediction error at end is:  0.210526315789474"
## [4] "Prediction error at end is:  0.221052631578947"
## [5] "Prediction error at end is:  0.221052631578947"
##                       k 1                     k 2                     k 3
## 1       Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2       Maximum_Height_hr       Normalized_Height            Slope_Height
## 3     Standardized_Height       Maximum_Height_hr             ValleyDepth
## 4 Relative_Slope_Position             ValleyDepth      StandardizedHeight
## 5            Slope_Height         Slope_Height_hr       Maximum_Height_hr
##                       k 4                     k 5
## 1       Normalized_Height       Normalized_Height
## 2            Slope_Height Relative_Slope_Position
## 3       Mid_Slope_Positon       Maximum_Height_hr
## 4         Slope_Height_hr       Mid_Slope_Positon
## 5 Relative_Slope_Position             ValleyDepth

## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"

## [1] "Prediction error at end is:  0.0472334682860999"
## [2] "Prediction error at end is:  0.0105263157894737"
## [3] "Prediction error at end is:  0.0105263157894737"
## [4] "Prediction error at end is:  0.0156545209176788"
## [5] "Prediction error at end is:  0.0105263157894737"
##                       k 1                                  k 2
## 1            Slope_Height                         Slope_Height
## 2       Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position                          ValleyDepth
## 4     Standardized_Height                    Mid_Slope_Positon
## 5             SlopeHeight                    Normalized_Height
##                 k 3                     k 4                     k 5
## 1       ValleyDepth            Slope_Height            Slope_Height
## 2       SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3   Valley_Depth_hr       Normalized_Height       Normalized_Height
## 4   Slope_Height_hr  Standardized_Height_hr             SlopeHeight
## 5 Normalized_Height       Mid_Slope_Positon  Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Blockschutt"

## [1] "Prediction error at end is:  0.0782726045883941"
## [2] "Prediction error at end is:  0.0682860998650472"
## [3] "Prediction error at end is:  0.0681511470985155"
## [4] "Prediction error at end is:  0.0630229419703104"
## [5] "Prediction error at end is:  0.0473684210526316"
##                                    k 1
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                   StandardizedHeight
## 4                          SlopeHeight
## 5                         Slope_Height
##                                    k 2
## 1 Vertical_Distance_to_Channel_Network
## 2                      Valley_Depth_hr
## 3                    Maximum_Height_hr
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 3                 k 4
## 1 Vertical_Distance_to_Channel_Network   Maximum_Height_hr
## 2                      Valley_Depth_hr         SlopeHeight
## 3                    Mid_Slope_Positon     Valley_Depth_hr
## 4                  MidSlope_Positon_hr     Slope_Height_hr
## 5                          ValleyDepth MidSlope_Positon_hr
##                       k 5
## 1       Maximum_Height_hr
## 2             ValleyDepth
## 3 Relative_Slope_Position
## 4             SlopeHeight
## 5         Valley_Depth_hr

## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"

## [1] "Prediction error at end is:  0.223328591749644"
## [2] "Prediction error at end is:  0.153911806543385"
## [3] "Prediction error at end is:  0.14850640113798" 
## [4] "Prediction error at end is:  0.143385490753912"
## [5] "Prediction error at end is:  0.14850640113798" 
##                                    k 1
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                   StandardizedHeight
## 4                    Maximum_Height_hr
## 5                    Normalized_Height
##                                    k 2                     k 3
## 1 Vertical_Distance_to_Channel_Network     Standardized_Height
## 2                    Normalized_Height Relative_Slope_Position
## 3                          ValleyDepth       Normalized_Height
## 4                         Slope_Height       Maximum_Height_hr
## 5                 Normalized_Height_hr      StandardizedHeight
##                                    k 4
## 1 Vertical_Distance_to_Channel_Network
## 2                         Slope_Height
## 3                          ValleyDepth
## 4                    Maximum_Height_hr
## 5              Relative_Slope_Position
##                                    k 5
## 1                  Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5                  MidSlope_Positon_hr

## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.183265856950067" 
## [2] "Prediction error at end is:  0.11497975708502"  
## [3] "Prediction error at end is:  0.0834008097165992"
## [4] "Prediction error at end is:  0.0728744939271255"
## [5] "Prediction error at end is:  0.088663967611336" 
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2             ValleyDepth Vertical_Distance_to_Channel_Network
## 3  Standardized_Height_hr                          ValleyDepth
## 4 Relative_Slope_Position                    Normalized_Height
## 5         Valley_Depth_hr                 Normalized_Height_hr
##                       k 3                     k 4
## 1 Relative_Slope_Position       Maximum_Height_hr
## 2            Slope_Height       Normalized_Height
## 3       Maximum_Height_hr       Mid_Slope_Positon
## 4       Normalized_Height  Standardized_Height_hr
## 5     Standardized_Height Relative_Slope_Position
##                                    k 5
## 1 Vertical_Distance_to_Channel_Network
## 2                    Maximum_Height_hr
## 3                    Normalized_Height
## 4                          ValleyDepth
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.282860998650472"
## [2] "Prediction error at end is:  0.235762483130904"
## [3] "Prediction error at end is:  0.199055330634278"
## [4] "Prediction error at end is:  0.188529014844804"
## [5] "Prediction error at end is:  0.178137651821862"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2              Relative_Slope_Position Relative_Slope_Position
## 3                      Valley_Depth_hr      StandardizedHeight
## 4                          ValleyDepth         Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network             ValleyDepth
##                                    k 3
## 1                    Maximum_Height_hr
## 2                    Mid_Slope_Positon
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5                      Slope_Height_hr
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2                      Valley_Depth_hr Relative_Slope_Position
## 3              Relative_Slope_Position         Valley_Depth_hr
## 4                         Slope_Height             ValleyDepth
## 5 Vertical_Distance_to_Channel_Network     Standardized_Height

## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 2
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 3
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3              Relative_Slope_Position
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4               Standardized_Height_hr
## 5                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"

## [1] "Prediction error at end is:  0.20391363022942"  
## [2] "Prediction error at end is:  0.130634278002699" 
## [3] "Prediction error at end is:  0.109851551956815" 
## [4] "Prediction error at end is:  0.115114709851552" 
## [5] "Prediction error at end is:  0.0940620782726046"
##                       k 1                                  k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height                    Maximum_Height_hr
## 3      StandardizedHeight                   StandardizedHeight
## 4             ValleyDepth                          ValleyDepth
## 5  Standardized_Height_hr                         Slope_Height
##                       k 3                                  k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2       Normalized_Height              Relative_Slope_Position
## 3       Maximum_Height_hr                  MidSlope_Positon_hr
## 4      StandardizedHeight                  Standardized_Height
## 5       Mid_Slope_Positon                          ValleyDepth
##                       k 5
## 1       Maximum_Height_hr
## 2 Relative_Slope_Position
## 3      StandardizedHeight
## 4     MidSlope_Positon_hr
## 5         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.162618083670715" 
## [2] "Prediction error at end is:  0.0995951417004049"
## [3] "Prediction error at end is:  0.0838056680161943"
## [4] "Prediction error at end is:  0.0890688259109312"
## [5] "Prediction error at end is:  0.0786774628879892"
##                                    k 1                     k 2
## 1                    Maximum_Height_hr     Standardized_Height
## 2               Standardized_Height_hr Relative_Slope_Position
## 3                      Valley_Depth_hr  Standardized_Height_hr
## 4                         Slope_Height    Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network        NormalizedHeight
##                       k 3                     k 4                     k 5
## 1       Maximum_Height_hr Relative_Slope_Position       Maximum_Height_hr
## 2 Relative_Slope_Position       Maximum_Height_hr Relative_Slope_Position
## 3  Standardized_Height_hr        NormalizedHeight     Standardized_Height
## 4       Mid_Slope_Positon       Mid_Slope_Positon  Standardized_Height_hr
## 5       Normalized_Height     Standardized_Height         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_Hangschutt"

## [1] "Prediction error at end is:  0.135627530364372" 
## [2] "Prediction error at end is:  0.0882591093117409"
## [3] "Prediction error at end is:  0.0674763832658569"
## [4] "Prediction error at end is:  0.0726045883940621"
## [5] "Prediction error at end is:  0.0726045883940621"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2         Slope_Height_hr         Valley_Depth_hr             ValleyDepth
## 3         Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth  Standardized_Height_hr      StandardizedHeight
## 5 Relative_Slope_Position             ValleyDepth     MidSlope_Positon_hr
##                       k 4                     k 5
## 1       Maximum_Height_hr       Maximum_Height_hr
## 2         Valley_Depth_hr         Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4             ValleyDepth       Mid_Slope_Positon
## 5         Slope_Height_hr         Slope_Height_hr

## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                                    k 1
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                   StandardizedHeight
## 5               Standardized_Height_hr
##                                    k 2                     k 3
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3              Relative_Slope_Position      StandardizedHeight
## 4                   StandardizedHeight             SlopeHeight
## 5                         Slope_Height         Slope_Height_hr
##                                    k 4
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                         Slope_Height
## 5                  Standardized_Height
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4                  Standardized_Height
## 5                   StandardizedHeight

## [1] "Alluviale Ablagerung_vs_Kolluvium"

## [1] "Prediction error at end is:  0.28110661268556" 
## [2] "Prediction error at end is:  0.171929824561404"
## [3] "Prediction error at end is:  0.208771929824561"
## [4] "Prediction error at end is:  0.198110661268556"
## [5] "Prediction error at end is:  0.197705802968961"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3             SlopeHeight             SlopeHeight             SlopeHeight
## 4         Slope_Height_hr        NormalizedHeight         Slope_Height_hr
## 5      StandardizedHeight         Valley_Depth_hr     MidSlope_Positon_hr
##                       k 4                                  k 5
## 1 Relative_Slope_Position                    Maximum_Height_hr
## 2       Maximum_Height_hr                          SlopeHeight
## 3             ValleyDepth Vertical_Distance_to_Channel_Network
## 4      StandardizedHeight                   StandardizedHeight
## 5        NormalizedHeight                  Standardized_Height

## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"

## [1] "Prediction error at end is:  0.240620782726046" 
## [2] "Prediction error at end is:  0.120512820512821" 
## [3] "Prediction error at end is:  0.0784075573549258"
## [4] "Prediction error at end is:  0.0732793522267206"
## [5] "Prediction error at end is:  0.0838056680161943"
##                       k 1                                  k 2
## 1 Relative_Slope_Position                    Normalized_Height
## 2       Normalized_Height              Relative_Slope_Position
## 3             ValleyDepth                    Maximum_Height_hr
## 4       Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5            Slope_Height                      Valley_Depth_hr
##                                    k 3
## 1                    Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3                    Maximum_Height_hr
## 4                          ValleyDepth
## 5               Standardized_Height_hr
##                                    k 4
## 1                  Standardized_Height
## 2                    Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4              Relative_Slope_Position
## 5                          ValleyDepth
##                                    k 5
## 1              Relative_Slope_Position
## 2                    Mid_Slope_Positon
## 3                    Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5               Standardized_Height_hr

## [1] "Alluviale Ablagerung_vs_Moorablagerung"

## [1] "Prediction error at end is:  0.371428571428571"
## [2] "Prediction error at end is:  0.24"             
## [3] "Prediction error at end is:  0.171428571428571"
## [4] "Prediction error at end is:  0.16"             
## [5] "Prediction error at end is:  0.182857142857143"
##                      k 1                                  k 2
## 1    Standardized_Height                     NormalizedHeight
## 2 Standardized_Height_hr                         Slope_Height
## 3      Normalized_Height                      Valley_Depth_hr
## 4     StandardizedHeight                    Maximum_Height_hr
## 5      Maximum_Height_hr Vertical_Distance_to_Channel_Network
##                    k 3                 k 4                     k 5
## 1    Maximum_Height_hr   Normalized_Height Relative_Slope_Position
## 2    Normalized_Height   Maximum_Height_hr  Standardized_Height_hr
## 3 Normalized_Height_hr        Slope_Height       Mid_Slope_Positon
## 4    Mid_Slope_Positon MidSlope_Positon_hr            Slope_Height
## 5  MidSlope_Positon_hr     Valley_Depth_hr     Standardized_Height

## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.0728744939271255"
## [2] "Prediction error at end is:  0.0624831309041835"
## [3] "Prediction error at end is:  0.0572199730094467"
## [4] "Prediction error at end is:  0.0572199730094467"
## [5] "Prediction error at end is:  0.0624831309041835"
##                       k 1                     k 2                    k 3
## 1       Maximum_Height_hr       Maximum_Height_hr      Maximum_Height_hr
## 2             SlopeHeight            Slope_Height           Slope_Height
## 3 Relative_Slope_Position             ValleyDepth        Slope_Height_hr
## 4             ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5         Valley_Depth_hr        NormalizedHeight      Normalized_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2                  Standardized_Height
## 3                          ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5              Relative_Slope_Position
##                                    k 5
## 1                    Maximum_Height_hr
## 2              Relative_Slope_Position
## 3                         Slope_Height
## 4                          ValleyDepth
## 5 Vertical_Distance_to_Channel_Network

## [1] "Alluviale Ablagerung_vs_Rutschmasse"

## [1] "Prediction error at end is:  0.236167341430499" 
## [2] "Prediction error at end is:  0.120647773279352" 
## [3] "Prediction error at end is:  0.11025641025641"  
## [4] "Prediction error at end is:  0.125910931174089" 
## [5] "Prediction error at end is:  0.0944669365721997"
##                   k 1                     k 2                     k 3
## 1   Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Standardized_Height     Standardized_Height     Standardized_Height
## 3     Slope_Height_hr             ValleyDepth  Standardized_Height_hr
## 4  StandardizedHeight         Valley_Depth_hr Relative_Slope_Position
## 5         ValleyDepth Relative_Slope_Position             ValleyDepth
##                       k 4                 k 5
## 1 Relative_Slope_Position   Maximum_Height_hr
## 2       Maximum_Height_hr         ValleyDepth
## 3             ValleyDepth     Slope_Height_hr
## 4  Standardized_Height_hr MidSlope_Positon_hr
## 5             SlopeHeight    NormalizedHeight

## [1] "Alluviale Ablagerung_vs_See"

## [1] "Prediction error at end is:  0"                  
## [2] "Prediction error at end is:  0"                  
## [3] "Prediction error at end is:  0"                  
## [4] "Prediction error at end is:  0"                  
## [5] "Prediction error at end is:  0.00526315789473684"
##                       k 1                                  k 2
## 1       Maximum_Height_hr                    Maximum_Height_hr
## 2      StandardizedHeight                    Normalized_Height
## 3       Normalized_Height Vertical_Distance_to_Channel_Network
## 4     Standardized_Height              Relative_Slope_Position
## 5 Relative_Slope_Position                     NormalizedHeight
##                                    k 3                 k 4
## 1                    Maximum_Height_hr   Maximum_Height_hr
## 2                    Normalized_Height Standardized_Height
## 3                   StandardizedHeight  StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network    NormalizedHeight
## 5              Relative_Slope_Position     Slope_Height_hr
##                  k 5
## 1  Maximum_Height_hr
## 2  Normalized_Height
## 3 StandardizedHeight
## 4       Slope_Height
## 5   NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"

## [1] "Prediction error at end is:  0.110121457489879" 
## [2] "Prediction error at end is:  0.0887989203778677"
## [3] "Prediction error at end is:  0.0680161943319838"
## [4] "Prediction error at end is:  0.0680161943319838"
## [5] "Prediction error at end is:  0.062753036437247" 
##                    k 1                     k 2                  k 3
## 1    Maximum_Height_hr       Maximum_Height_hr    Normalized_Height
## 2   StandardizedHeight            Slope_Height    Maximum_Height_hr
## 3      Valley_Depth_hr             ValleyDepth         Slope_Height
## 4          ValleyDepth         Slope_Height_hr          ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
##                      k 4                    k 5
## 1      Maximum_Height_hr      Maximum_Height_hr
## 2            ValleyDepth        Valley_Depth_hr
## 3        Valley_Depth_hr            ValleyDepth
## 4    MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr       NormalizedHeight

## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"

## [1] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [3] "Prediction error at end is:  0" "Prediction error at end is:  0"
## [5] "Prediction error at end is:  0"
##                       k 1                     k 2                     k 3
## 1       Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3  Standardized_Height_hr  Standardized_Height_hr  Standardized_Height_hr
## 4      StandardizedHeight      StandardizedHeight     Standardized_Height
## 5            Slope_Height       Normalized_Height      StandardizedHeight
##                                    k 4                     k 5
## 1                    Maximum_Height_hr       Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3               Standardized_Height_hr  Standardized_Height_hr
## 4                   StandardizedHeight      StandardizedHeight
## 5                    Mid_Slope_Positon       Normalized_Height